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Pipeline run

ebf643fe-8ef6-42c0-b7e7-f72762271bfc

Pipeline LLM cost (USD)
API 1: $0.0032 API 2: $0.0002 API 3: $0.0000 Total: $0.0034

Client output enrichment

v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description
role baseline loaded sources · ai_index: jd · nature_of_work: jd · tech_stack_maturity: jd
Nature of work · Cross-platform feature development
Build and optimize React Native app features across iOS/Android, wiring REST/offline flows, Redux Saga state, native APIs, and app-store/build tooling while fixing dependency, performance, and release issues. Also review code and enforce security, accessibility, and scalability standards.
"• Build pixel-perfect, buttery-smooth UIs across mobile platforms."
Tech stack maturity
Mainstream Modern
React Native and REST are widely adopted modern technologies, and Xcode indicates current iOS development practices rather than bleeding-edge or legacy-only tooling.
AI index (0 = no AI use, 5 = totally AI-dependent · v2.1)
0.00 / 5
· Title match
· Has AI skill
· AI skill (primary)
· AI skill (secondary)
· On AI team
· Builds AI products
vocab breakdown (legacy)
Assistants (×1):
Frameworks (×2):
Models / concepts (×3):
Evidence — skills matched in JD (8)
React Native Redux Saga Xcode Android Studio REST Agile Firebase Accessibility
Skill cluster (5 dimension groups, role-scoped)
Build and Release Tooling
Xcode
Integration Protocols & Standards
REST
UI Frameworks and Rendering
React Native
Vendor Product Ecosystems
Firebase
Cross-cutting / unaligned
Redux Saga Android Studio Agile Accessibility
Show KRA description ↓
• Minimum 5 years of experience in React native. • Knowledge of object-oriented programming. • Rock solid at working with third-party dependencies and debugging dependency conflicts. • Familiarity with native build tools, like Xcode, Android Studio. • Understanding of REST APIs, the document request model, and offline storage. • Agile project experience. • React native with Redux saga • App store knowledge • Firebase or any other notification system. • Hands-on expertise in designing systems to improve the security, efficiency, availability, scalability, flexibility, functionality, and usability of our systems and components. • Develop best practices, coding standards, and review process in collaboration with the Engineering Leadership. • Review code to ensure that the product is resilient, scalable, and secure as per architecture design principles. • Contribution to development activities collectively. • Drive adherence to accessibility and security & compliance standards. • Build pixel-perfect, buttery-smooth UIs across mobile platforms. • Leverage native APIs for deep integrations with both platforms. • Diagnose and fix bugs and performance bottlenecks for performance that feels native. • Reach out to the open-source community to encourage and help implement mission-critical software fixes—React Native moves fast and often breaks things.

Signals

Skill full-stack-engineer
0.33
Alias react-native-developer
1.00
KRA cybersecurity-engineer
0.57
Status: completed Created: 2026-05-27T14:37:28.645576Z Updated: 2026-06-12T17:29:25.009768Z API 3 duration: 19202 ms
Flow Current 3-step pipeline

1 POST /skills/extract-from-jd

2 POST /skills/extract-details

3 POST /skills/final-role-output

Role Chosen role & resolution

Hybrid Mobile Developer

React Native Developer

sub-role · 0.95 CASE A

slug: hybrid-mobile-developer · id: 11 · source: db · sub-role slug: react-native-developer

Multi-alias tie (4 roles at 1.0) resolved by TIER_B_TITLE: React Native Developer

Resolution: in_db — role exists in library; skill↔dim and role↔dim links saved when applicable.

0
New skills
0
Skill↔dim saved
0
Role↔dim saved
0
Skipped

Job description

Role Description:

We are looking for a React Native Developer who is interested in building performant mobile apps on both the iOS and Android platforms. You will be responsible for building highly scalable applications including all layers of the product infrastructure. Building a product is a highly collaborative effort, and as such, a strong team player with a commitment to perfection is required.

Qualifications:

• Minimum 5 years of experience in React native.
• Knowledge of object-oriented programming.
• Rock solid at working with third-party dependencies and debugging dependency conflicts.
• Familiarity with native build tools, like Xcode, Android Studio.
• Understanding of REST APIs, the document request model, and offline storage.
• Agile project experience.

Technical skills:

• React native with Redux saga App store knowledge Firebase or any other notification system.

What you will do:

• Hands-on expertise in designing systems to improve the security, efficiency, availability, scalability, flexibility, functionality, and usability of our systems and components.
• Develop best practices, coding standards, and review process in collaboration with the Engineering Leadership.
• Review code to ensure that the product is resilient, scalable, and secure as per architecture design principles.
• Contribution to development activities collectively.
• Drive adherence to accessibility and security & compliance standards.
• Build pixel-perfect, buttery-smooth UIs across mobile platforms. 
• Leverage native APIs for deep integrations with both platforms.
• Diagnose and fix bugs and performance bottlenecks for performance that feels native.
• Reach out to the open-source community to encourage and help implement mission-critical software fixes—React Native moves fast and often breaks things.

Skills from this JD

Each row merges API 1 extraction, API 2 library match / v3 orchestration (dimensions + locked dims), and API 3 persistence tags.

React Native Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: React Native id=1040 · react-native

Aliases — catalog

  • React Native (CANONICAL) primary

Context tags (catalog)

Android Component Lifecycle Cross-Platform Expo Firebase GraphQL Hooks Hot Reloading JavaScript Jest MobX Mobile UI Native Modules REST API React Hooks React Navigation Redux State Management Styled Components TypeScript UI Kitten iOS

Stored enrichment (catalog DB)

Category
Framework
Sub-category
Mobile App Framework
Vendor
Meta
License
mit
Year introduced
2015
Confidence
0.98
Version strategy
NOT_APPLICABLE

Maturity reasoning: React Native appears in many mobile engineer job descriptions and is widely used in production apps by major vendors, indicating strong hiring-pipeline demand rather than niche adoption.

Skill profile (library / DB)

Skill nature
FRAMEWORK
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
5
Sub-category id
2146
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Cross-Platform Mobile UI Frameworks Catalog dimension db id 319

    Library dimension (catalog)

    Roles linked in library: React Native Developer

  • UI Frameworks and Rendering Catalog dimension db id 115

    Library dimension (catalog)

    Roles linked in library: Frontend Developer, Fullstack Developer, Fullstack Developer, Hybrid Mobile Developer, Ionic Developer, Web Developer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Cross-Platform Mobile UI Frameworks
cross-platform-mobile-ui-frameworks
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
UI Frameworks and Rendering
ui-frameworks-and-rendering
Existing dimension (library) · Role↔dimension saved
Redux Saga Primary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields
Category
Web Frameworks
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Xcode Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Xcode id=479 · xcode

Aliases — catalog

  • Xcode (CANONICAL) primary

Context tags (catalog)

App Store Asset Catalog Build Phases Cocoa Cocoa Touch CocoaPods Code Signing Debugging Git integration Instruments Interface Builder Objective-C Provisioning Profiles Simulator Storyboard Swift Swift Package Manager SwiftUI TestFlight UIKit Version Control XCTest Xcode Server code signing debugging iOS SDK storyboards

Stored enrichment (catalog DB)

Category
Tool
Sub-category
Ide Tool
Vendor
Apple
License
proprietary
Year introduced
2003
Confidence
0.98
Version strategy
NOT_APPLICABLE

Maturity reasoning: Xcode is the standard IDE in iOS/macOS job postings and Apple’s official toolchain for Swift/Objective-C development; it remains a common hiring requirement for Apple-platform roles.

Skill profile (library / DB)

Skill nature
TOOL
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
13
Sub-category id
359
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Build and Release Tooling Catalog dimension db id 89

    Library dimension (catalog)

    Roles linked in library: Android Developer, Flutter Developer, Hybrid Mobile Developer, iOS Developer

  • Native Mobile Build and Release Tooling Catalog dimension db id 272

    Library dimension (catalog)

    Roles linked in library: Flutter Developer, Native Mobile Developer, React Native Developer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Build and Release Tooling
build-and-release-tooling
Existing dimension (library) · Role↔dimension saved
Native Mobile Build and Release Tooling
native-mobile-build-and-release-tooling
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Android Studio Primary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields
Category
Development Tools
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
REST Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: REST id=11 · rest

Aliases — catalog

  • REST (CANONICAL) primary

Context tags (catalog)

API API design API versioning CRUD DELETE GET HATEOAS HTTP JSON OAuth OAuth2 OpenAPI POST PUT Postman RESTful Swagger URI Webhooks XML authentication client-server content negotiation endpoint endpoints middleware resource resource-oriented serialization stateless status codes versioning web services

Stored enrichment (catalog DB)

Category
Concept
Sub-category
Api Architecture Style
Year introduced
2000
Confidence
0.88
Version strategy
NOT_APPLICABLE

Maturity reasoning: REST is a default API architecture in many job descriptions and is widely supported by major vendors/frameworks; OpenAPI and RESTful endpoints remain standard in hiring pipelines.

Skill profile (library / DB)

Skill nature
CONCEPT
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
2
Sub-category id
2122
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • API Design and Contracts Catalog dimension db id 3

    Library dimension (catalog)

    Roles linked in library: Backend Developer, Fullstack Developer

  • API Interface and Contract Design Catalog dimension db id 289

    Library dimension (catalog)

    Roles linked in library: .NET Backend Developer, Go Backend Developer, Kotlin Backend Developer, Node.js Backend Developer, PHP Backend Developer, Python Backend Developer, Ruby Backend Developer, Scala Backend Developer

  • Integration Protocols & Standards Catalog dimension db id 271

    Library dimension (catalog)

    Roles linked in library: Pega Developer

  • Standards & Protocols Compliance Catalog dimension db id 452

    Library dimension (catalog)

    Roles linked in library: Sitecore Dev

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
API Design and Contracts
api-design-and-contracts
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
API Interface and Contract Design
api-interface-and-contract-design
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Integration Protocols & Standards
integration-protocols-standards
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Standards & Protocols Compliance
standards-protocols-compliance
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Agile Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Agile id=520 · agile

Aliases — catalog

  • Agile (CANONICAL) primary

Context tags (catalog)

Kanban SAFe Scrum backlog backlog grooming burndown burndown chart continuous delivery continuous improvement cross-functional daily standup epics incremental development iteration iteration planning lean product backlog product owner retrospective sprint sprint planning stand-up story points user stories velocity

Stored enrichment (catalog DB)

Category
Methodology
Sub-category
Agile
Confidence
0.99
Version strategy
NOT_APPLICABLE

Maturity reasoning: Agile appears in a large share of software job descriptions and is a standard hiring-pipeline requirement; Scrum/Kanban are commonly listed alongside it, showing broad market adoption.

Skill profile (library / DB)

Skill nature
METHODOLOGY
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
8
Sub-category id
367
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • React Frontend Development Catalog dimension db id 96

    Library dimension (catalog)

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
React Frontend Development
d_init_01
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Firebase Secondary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Firebase id=2468 · firebase

Aliases — catalog

  • Firebase (CANONICAL) primary

Context tags (catalog)

A/B Testing Analytics App Distribution Authentication Cloud Functions Cloud Messaging Crashlytics Dynamic Links Emulator Suite Firebase Analytics Firebase SDK Firestore Firestore Security Rules Hosting Performance Monitoring Realtime Database Remote Config

Stored enrichment (catalog DB)

Category
Platform
Sub-category
Backend Platform
Vendor
Google
License
proprietary
Year introduced
2011
Confidence
0.98
Version strategy
NOT_APPLICABLE

Maturity reasoning: Firebase appears frequently in mobile/web job postings and Google continues active product support; it remains a common BaaS choice alongside AWS Amplify and Supabase, not a sunset technology.

Skill profile (library / DB)

Skill nature
PLATFORM
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
9
Sub-category id
1865
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Cloud Platforms & Managed Services Catalog dimension db id 221

    Library dimension (catalog)

    Roles linked in library: Fullstack Developer, Go Backend Developer, Node.js Backend Developer

  • Vendor Product Ecosystems Catalog dimension db id 385

    Library dimension (catalog)

    Roles linked in library: Ionic Developer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Cloud Platforms & Managed Services
cloud-platforms-managed-services
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Vendor Product Ecosystems
vendor-product-ecosystems
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Accessibility Secondary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields
Category
Concepts
Sub-category
general
Skill nature
CONCEPT
Volatility
STABLE
Typical lifespan
EVERGREEN
Version strategy
UNVERSIONED

All API 3 persistence rows

Same grid as the skill-extractor “Persistence items” table: one row per (skill × dimension) work item.

Skill Tag Dimension Skill↔dim Role↔dim Outcome Notes
React Native in_db
Cross-Platform Mobile UI Frameworks
cross-platform-mobile-ui-frameworks
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
React Native in_db
UI Frameworks and Rendering
ui-frameworks-and-rendering
Existing dimension (library) · Role↔dimension saved
Xcode in_db
Build and Release Tooling
build-and-release-tooling
Existing dimension (library) · Role↔dimension saved
Xcode in_db
Native Mobile Build and Release Tooling
native-mobile-build-and-release-tooling
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
REST in_db
API Design and Contracts
api-design-and-contracts
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
REST in_db
API Interface and Contract Design
api-interface-and-contract-design
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
REST in_db
Integration Protocols & Standards
integration-protocols-standards
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
REST in_db
Standards & Protocols Compliance
standards-protocols-compliance
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Agile in_db
React Frontend Development
d_init_01
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Firebase in_db
Cloud Platforms & Managed Services
cloud-platforms-managed-services
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Firebase in_db
Vendor Product Ecosystems
vendor-product-ecosystems
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)

Library artifacts (this run)

Kind Detail DB id
canonical_skill_proposed Redux Saga | type=Web Frameworks subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed Android Studio | type=Development Tools subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed Accessibility | type=Concepts subtype=general nature=CONCEPT lifespan=EVERGREEN
nano JD Parser — gpt-4.1-nano click to toggle
RoleReact Native Developer
ExperienceMinimum 5 years of experience in React native.
DomainSoftware & SaaS Products
JD type pass
Show raw JSON
{
  "JD_type": "pass",
  "about_company": null,
  "certifications": [],
  "company_name": null,
  "ctc": null,
  "domain": {
    "primary": {
      "aliases": [
        "SaaS",
        "Product Companies"
      ],
      "domain": "Software \u0026 SaaS Products"
    },
    "secondary": null
  },
  "education": [],
  "experience": {
    "max": null,
    "min": 5,
    "raw": "Minimum 5 years of experience in React native."
  },
  "job_locations": [],
  "role": "React Native Developer",
  "role_aliases": [
    "Mobile Developer",
    "React Native Engineer",
    "React Native App Developer"
  ],
  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
    {
      "bullet_count": 6,
      "heading": "Qualifications",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "\u2022 Minimum 5 years of experience",
        "last_5_words": "and offline storage."
      },
      "text": "\u2022 Minimum 5 years of experience in React native.\n\u2022 Knowledge of object-oriented programming.\n\u2022 Rock solid at working with third-party dependencies and debugging dependency conflicts.\n\u2022 Familiarity with native build tools, like Xcode, Android Studio.\n\u2022 Understanding of REST APIs, the document request model, and offline storage.\n\u2022 Agile project experience.",
      "word_count": 51
    },
    {
      "bullet_count": 3,
      "heading": "Technical skills",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "\u2022 React native with Redux saga",
        "last_5_words": "or any other notification system."
      },
      "text": "\u2022 React native with Redux saga\n\u2022 App store knowledge\n\u2022 Firebase or any other notification system.",
      "word_count": 18
    },
    {
      "bullet_count": 9,
      "heading": "What you will do",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "\u2022 Hands-on expertise in designing",
        "last_5_words": "and often breaks things."
      },
      "text": "\u2022 Hands-on expertise in designing systems to improve the security, efficiency, availability, scalability, flexibility, functionality, and usability of our systems and components.\n\u2022 Develop best practices, coding standards, and review process in collaboration with the Engineering Leadership.\n\u2022 Review code to ensure that the product is resilient, scalable, and secure as per architecture design principles.\n\u2022 Contribution to development activities collectively.\n\u2022 Drive adherence to accessibility and security \u0026 compliance standards.\n\u2022 Build pixel-perfect, buttery-smooth UIs across mobile platforms.\n\u2022 Leverage native APIs for deep integrations with both platforms.\n\u2022 Diagnose and fix bugs and performance bottlenecks for performance that feels native.\n\u2022 Reach out to the open-source community to encourage and help implement mission-critical software fixes\u2014React Native moves fast and often breaks things.",
      "word_count": 139
    }
  ],
  "urls": []
}
API 1 — extract-from-jd click to toggle
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      "skill_name": "React Native"
    },
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      "is_primary": true,
      "skill_name": "Redux Saga"
    },
    {
      "is_primary": true,
      "skill_name": "Xcode"
    },
    {
      "is_primary": true,
      "skill_name": "Android Studio"
    },
    {
      "is_primary": true,
      "skill_name": "REST"
    },
    {
      "is_primary": true,
      "skill_name": "Agile"
    },
    {
      "is_primary": false,
      "skill_name": "Firebase"
    },
    {
      "is_primary": false,
      "skill_name": "Accessibility"
    }
  ],
  "jd_role": {
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    "rationale": null,
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      "Mobile Developer",
      "React Native Engineer",
      "React Native App Developer"
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    "slug": ""
  },
  "nano_parsed": {
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        "source_marker": {
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        },
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  "run_id": "ebf643fe-8ef6-42c0-b7e7-f72762271bfc",
  "stage3_signals": {
    "alias_found": true,
    "alias_match_roles": [
      {
        "display_name": "React Native Developer",
        "kra_matches": null,
        "matched_count": null,
        "matched_skills": null,
        "role_id": 73,
        "score": 1.0,
        "slug": "react-native-developer",
        "total_count": null
      },
      {
        "display_name": "Hybrid Mobile Developer",
        "kra_matches": null,
        "matched_count": null,
        "matched_skills": null,
        "role_id": 11,
        "score": 1.0,
        "slug": "hybrid-mobile-developer",
        "total_count": null
      },
      {
        "display_name": "Android Developer",
        "kra_matches": null,
        "matched_count": null,
        "matched_skills": null,
        "role_id": 4,
        "score": 1.0,
        "slug": "android-engineer",
        "total_count": null
      },
      {
        "display_name": "Native Mobile Developer",
        "kra_matches": null,
        "matched_count": null,
        "matched_skills": null,
        "role_id": 75,
        "score": 1.0,
        "slug": "native-mobile-developer",
        "total_count": null
      }
    ],
    "kra_match_roles": [
      {
        "display_name": "Cyber Security Engineer",
        "kra_matches": [
          {
            "kra_text": "Defines secure engineering standards, secure coding guidelines, threat intelligence feeds, and compliance requirements for the organization.",
            "sentence": "Drive adherence to accessibility and security \u0026 compliance standards.",
            "similarity": 0.5926
          },
          {
            "kra_text": "Defines secure engineering standards, secure coding guidelines, threat intelligence feeds, and compliance requirements for the organization.",
            "sentence": "Develop best practices, coding standards, and review process in collaboration with the Engineering Leadership.",
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          },
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            "sentence": "Hands-on expertise in designing systems to improve the security, efficiency, availability, scalability, flexibility, functionality, and usability of our systems and components.",
            "similarity": 0.547
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 5,
        "score": 0.571,
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        "total_count": null
      },
      {
        "display_name": "Hybrid Mobile Developer",
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            "similarity": 0.6088
          },
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    "skill_match_roles": [
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      },
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          "React Native"
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  "stage4_decision": {
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    "case": "A",
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    "confidence": 0.95,
    "is_new_role": false,
    "llm2_fired": false,
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    "queued": false,
    "reasoning": "Multi-alias tie (4 roles at 1.0) resolved by TIER_B_TITLE: React Native Developer",
    "sub_role": {
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}
API 2 — extract-details
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        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "FRAMEWORK",
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        "typical_lifespan": "EVERGREEN",
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      "matched_via": "alias"
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    {
      "alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
      "alias_persisted": false,
      "existing_alias_id": 805,
      "existing_alias_text": "Xcode",
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      "matched_canonical": {
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        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "TOOL",
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        "typical_lifespan": "EVERGREEN",
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      "matched_via": "alias"
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      "alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
      "alias_persisted": false,
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      "existing_alias_text": "REST",
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        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "CONCEPT",
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        "volatility": "STABLE"
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      "matched_via": "alias"
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    {
      "alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
      "alias_persisted": false,
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        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "METHODOLOGY",
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      "matched_via": "alias"
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    {
      "alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
      "alias_persisted": false,
      "existing_alias_id": 3773,
      "existing_alias_text": "Firebase",
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        "is_also_category": false,
        "is_extractable": true,
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        "slug": "firebase",
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      "matched_via": "alias"
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            "source": "db"
          },
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          },
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          ]
        },
        {
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            "source": "db"
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          ]
        },
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          },
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          ]
        },
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          },
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          ]
        }
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    },
    {
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          "alias_text": "Firebase",
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          "id": 3773,
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          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
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          },
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            },
            {
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            },
            {
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              "rationale": null,
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              "source": "db"
            }
          ]
        },
        {
          "dimension": {
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            "id": 385,
            "rationale": "Leverages vendor-specific product families to build, deploy, and integrate cross-platform mobile applications.",
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            "source": "db"
          },
          "input_skill": "Firebase",
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          ]
        }
      ],
      "input_skill": "Firebase",
      "matched_via": "alias",
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      "new_alias_text": null,
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    },
    {
      "aliases_in_db": [],
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      "dimensions": [],
      "input_skill": "Accessibility",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
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          "skill_nature": "CONCEPT",
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          "volatility": "STABLE"
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      },
      "source_tag": "llm",
      "was_in_llm_skills": true
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  ],
  "unmatched_skills": [
    "Redux Saga",
    "Android Studio",
    "Accessibility"
  ]
}
API 3 — final-role-output
{
  "chosen_role": {
    "display_name": "Hybrid Mobile Developer",
    "id": 11,
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    {
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    {
      "skill": "Android Studio",
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    {
      "skill": "REST",
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    {
      "skill": "Agile",
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    {
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      "tag": "in_db"
    },
    {
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        "dimension_id": 319,
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        "roles_from_db": [
          {
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          "display_name": "UI Frameworks and Rendering",
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        "dimension_id": 115,
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            "slug": "ionic-developer",
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          {
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          "slug": "native-mobile-build-and-release-tooling",
          "source": "db"
        },
        "dimension_id": 272,
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        "roles_from_db": [
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            "display_name": "Native Mobile Developer",
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}

LLM Calls

Every model call made for this run, in pipeline order. Click a card to see the model's response.

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